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CLIMATE CHANGE - IT'S ALL ABOUT PROBABILITY

机译:气候变化-一切都与概率有关

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The assessment of present-day and future climate change is of crucial socio-economic and ecological importance but, at the same time, subject to a variety of uncertainty factors that are partly inherent to the climate system. This implies that a statement about the Earth's future climate is definitely a probabilistic one. From a scientific point of view, probabilistic statements require the knowledge of the probability density function (PDF) of the underlying process. In this paper, we expose what wealready know of the characteristics of such PDFs of climate change from coordinated climate modelling initiatives and what probabilistic statements can be derived from the quantification and evaluation of climate change in a regional and seasonal context. The first aspect addresses the changing occurrence of heat events with a relatively long return period in past climate. It turns out that particularly warm years, which only occurred once every 40 years in the past, will become typical events by the end of the 2fs' century. Thus, climate change can be perceived as a change in the probability of specific events. The second issue deals with the distinctness of past and future climates in the light of uncertainty. We show that this distinctness increases towards the end of our century and with the amount of greenhouse gas emissions. However, the overlapping probability of present-day and future PDFs still ranges between 10 and 30% for temperature and even beyond 90% for precipitation in some regions ofthe globe. The third problem is dedicated to so-called probabilistic climate predictions in the form of overshooting and undershooting probabilities given various thres'holds of climate change. While for temperature, the range of probable future changesis narrow and the sign is unambiguous, the uncertainty range of precipitation changes is often larger than the mean signal. Overall, probabilistic assessments in climate change research allow for the quantification of uncertainty and, hence, provide valuable information for decision processes.
机译:对当今和未来气候变化的评估具有至关重要的社会经济和生态重要性,但同时又受制于气候系统部分固有的各种不确定性因素。这意味着关于地球未来气候的声明绝对是一种概率性的声明。从科学的角度来看,概率陈述需要了解基础过程的概率密度函数(PDF)。在本文中,我们将从协调的气候模拟计划中充分了解气候变化PDF的特征,以及从区域和季节环境下对气候变化的量化和评估中可以得出哪些概率陈述。第一个方面解决了过去气候中返回时间相对较长的热事件的变化。事实证明,在过去的每40年只发生一次的特别温暖的年份,将在2fs世纪末成为典型事件。因此,气候变化可以看作是特定事件发生概率的变化。鉴于不确定性,第二个问题涉及过去和未来气候的不同性。我们表明,随着本世纪末和温室气体排放量的增加,这种区别越来越明显。但是,当今和未来PDF的重叠概率在全球温度范围内仍然在10%到30%之间,在降水量上甚至超过90%。第三个问题是在各种气候变化阈值的情况下,以过高和过低概率的形式致力于所谓的概率气候预测。对于温度而言,未来可能变化的范围很窄,且信号不明显,但降水变化的不确定性范围通常大于平均信号。总体而言,气候变化研究中的概率评估可以量化不确定性,从而为决策过程提供有价值的信息。

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